{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5d1990d7",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3213d176",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import svm, datasets\n",
    "\n",
    "# 1. 生成示例数据（使用 sklearn 自带的鸢尾花数据）\n",
    "iris = datasets.load_iris()\n",
    "X = iris.data[:, :2]  # 只取前两个特征，方便可视化\n",
    "y = iris.target\n",
    "\n",
    "# 只取前两类（使其成为二分类问题）\n",
    "X = X[y != 2]\n",
    "y = y[y != 2]\n",
    "\n",
    "# 2. 创建 SVM 分类器（使用线性核）\n",
    "clf = svm.SVC(kernel='linear', C=1.0)\n",
    "clf.fit(X, y)\n",
    "\n",
    "# 3. 绘制决策边界\n",
    "def plot_decision_boundary(clf, X, y):\n",
    "    plt.figure(figsize=(8, 6))\n",
    "\n",
    "    # 绘制数据点\n",
    "    plt.scatter(X[:, 0], X[:, 1], c=y, cmap=plt.cm.coolwarm, edgecolors='k', s=50)\n",
    "\n",
    "    # 绘制决策边界\n",
    "    ax = plt.gca()\n",
    "    xlim = ax.get_xlim()\n",
    "    ylim = ax.get_ylim()\n",
    "\n",
    "    # 网格点\n",
    "    xx = np.linspace(xlim[0], xlim[1], 30)\n",
    "    yy = np.linspace(ylim[0], ylim[1], 30)\n",
    "    YY, XX = np.meshgrid(yy, xx)\n",
    "    xy = np.vstack([XX.ravel(), YY.ravel()]).T\n",
    "    Z = clf.decision_function(xy).reshape(XX.shape)\n",
    "\n",
    "    # 绘制边界和间隔\n",
    "    plt.contour(XX, YY, Z, colors='k', levels=[-1, 0, 1],\n",
    "                linestyles=['--', '-', '--'])\n",
    "\n",
    "    # 标记支持向量\n",
    "    plt.scatter(clf.support_vectors_[:, 0], clf.support_vectors_[:, 1],\n",
    "                s=100, linewidth=1, facecolors='none', edgecolors='k')\n",
    "\n",
    "    plt.title(\"SVM with Linear Kernel\")\n",
    "    plt.xlabel(\"Sepal length\")\n",
    "    plt.ylabel(\"Sepal width\")\n",
    "    plt.grid(True)\n",
    "    plt.show()\n",
    "\n",
    "# 调用绘图函数\n",
    "plot_decision_boundary(clf, X, y)\n"
   ]
  }
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